{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 程序说明\n",
    "时间：2016年11月16日\n",
    "\n",
    "说明：该程序是一个包含两个隐藏层的神经网络。\n",
    "\n",
    "\n",
    "\n",
    "> Very Deep Convolutional Networks for Large-Scale Image Recognition\n",
    "\n",
    "> K. Simonyan, A. Zisserman\n",
    "\n",
    "> arXiv:1409.1556"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.加载keras模块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from keras.applications.vgg16 import VGG16\n",
    "from keras.preprocessing import image\n",
    "from keras.applications.vgg16 import preprocess_input\n",
    "from keras.models import Model\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 显示图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQQAAAEACAYAAABVmQgcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+Y1HerSCqQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f998eeceb90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_path = './data/elephant.jpg'\n",
    "\n",
    "img = image.load_img(img_path, target_size=(224, 224))\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 加载VGG16模型（包含全连接层）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'keras.engine.training.Model'>\n"
     ]
    }
   ],
   "source": [
    "model = VGG16(include_top=True, weights='imagenet')\n",
    "print(type(model))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "151.061\n"
     ]
    }
   ],
   "source": [
    "x = image.img_to_array(img)\n",
    "\n",
    "x = np.expand_dims(x, axis=0)\n",
    "\n",
    "x = preprocess_input(x)\n",
    "\n",
    "print(x.max())\n",
    "\n",
    "scores = model.predict(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('scores type: ', <type 'numpy.ndarray'>)\n",
      "('scores shape: ', (1, 1000))\n",
      "386\n",
      "('result is ', 'n02504458 African elephant, Loxodonta africana\\n')\n"
     ]
    }
   ],
   "source": [
    "class_table = open('./data/synset_words', 'r')\n",
    "lines = class_table.readlines()\n",
    "print(\"scores type: \", type(scores))\n",
    "print(\"scores shape: \", scores.shape)\n",
    "print(np.argmax(scores))\n",
    "print('result is ', lines[np.argmax(scores)])\n",
    "class_table.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "del model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 加载VGG16模型（不包含包含全连接层）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model = VGG16(weights='imagenet', include_top=False)\n",
    "\n",
    "x = image.img_to_array(img)\n",
    "\n",
    "x = np.expand_dims(x, axis=0)\n",
    "\n",
    "x = preprocess_input(x)\n",
    "\n",
    "features = model.predict(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 7, 7, 512)\n"
     ]
    }
   ],
   "source": [
    "print(features.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "____________________________________________________________________________________________________\n",
      "Layer (type)                     Output Shape          Param #     Connected to                     \n",
      "====================================================================================================\n",
      "input_2 (InputLayer)             (None, None, None, 3) 0                                            \n",
      "____________________________________________________________________________________________________\n",
      "block1_conv1 (Convolution2D)     (None, None, None, 64)1792        input_2[0][0]                    \n",
      "____________________________________________________________________________________________________\n",
      "block1_conv2 (Convolution2D)     (None, None, None, 64)36928       block1_conv1[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "block1_pool (MaxPooling2D)       (None, None, None, 64)0           block1_conv2[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "block2_conv1 (Convolution2D)     (None, None, None, 12873856       block1_pool[0][0]                \n",
      "____________________________________________________________________________________________________\n",
      "block2_conv2 (Convolution2D)     (None, None, None, 128147584      block2_conv1[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "block2_pool (MaxPooling2D)       (None, None, None, 1280           block2_conv2[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "block3_conv1 (Convolution2D)     (None, None, None, 256295168      block2_pool[0][0]                \n",
      "____________________________________________________________________________________________________\n",
      "block3_conv2 (Convolution2D)     (None, None, None, 256590080      block3_conv1[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "block3_conv3 (Convolution2D)     (None, None, None, 256590080      block3_conv2[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "block3_pool (MaxPooling2D)       (None, None, None, 2560           block3_conv3[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "block4_conv1 (Convolution2D)     (None, None, None, 5121180160     block3_pool[0][0]                \n",
      "____________________________________________________________________________________________________\n",
      "block4_conv2 (Convolution2D)     (None, None, None, 5122359808     block4_conv1[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "block4_conv3 (Convolution2D)     (None, None, None, 5122359808     block4_conv2[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "block4_pool (MaxPooling2D)       (None, None, None, 5120           block4_conv3[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "block5_conv1 (Convolution2D)     (None, None, None, 5122359808     block4_pool[0][0]                \n",
      "____________________________________________________________________________________________________\n",
      "block5_conv2 (Convolution2D)     (None, None, None, 5122359808     block5_conv1[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "block5_conv3 (Convolution2D)     (None, None, None, 5122359808     block5_conv2[0][0]               \n",
      "____________________________________________________________________________________________________\n",
      "block5_pool (MaxPooling2D)       (None, None, None, 5120           block5_conv3[0][0]               \n",
      "====================================================================================================\n",
      "Total params: 14714688\n",
      "____________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 提取block5_pool层特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "model_extractfeatures = Model(input=model.input, output=model.get_layer('block5_pool').output)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "block5_pool_features = model_extractfeatures.predict(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<type 'numpy.ndarray'>\n",
      "(1, 7, 7, 512)\n"
     ]
    }
   ],
   "source": [
    "print(type(block5_pool_features))\n",
    "print(block5_pool_features.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPcAAAD7CAYAAAC2TgIoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYQubBx0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f960007e110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_image = block5_pool_features[:,:,:,0].reshape(7,7)\n",
    "plt.imshow(feature_image)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  },
  "ssap_exp_config": {
   "error_alert": "Error Occurs!",
   "initial": [],
   "max_iteration": 1000,
   "recv_id": "",
   "running": [],
   "summary": [],
   "version": "1.1.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
